| Title | Input | |
|---|---|---|
| 0 | Type | City |
| 1 | Search | seattle |
| 2 | Place of Interests | amazon go,starbucks,mcdonalds,restaurant |
| 0 | 1 | 2 | 3 | |
|---|---|---|---|---|
| 0 | Model: | OLS | Adj. R-squared: | 0.945 |
| 1 | Dependent Variable: | rent | AIC: | -47.4276 |
| 2 | Date: | 2020-01-22 14:44 | BIC: | -28.3730 |
| 3 | No. Observations: | 32 | Log-Likelihood: | 36.714 |
| 4 | Df Model: | 12 | F-statistic: | 45.66 |
| 5 | Df Residuals: | 19 | Prob (F-statistic): | 2.06e-11 |
| 6 | R-squared: | 0.966 | Scale: | 0.0099400 |
| Coef. | Std.Err. | t | P>|t| | [0.025 | 0.975] | |
|---|---|---|---|---|---|---|
| intercept | 1.03575 | 0.204646 | 5.06116 | 6.93633e-05 | 0.607418 | 1.46408 |
| population | -1.11532e-05 | 2.24127e-06 | -4.97628 | 8.38268e-05 | -1.58442e-05 | -6.46213e-06 |
| density | 5.63754e-05 | 8.9579e-06 | 6.29337 | 4.84352e-06 | 3.76263e-05 | 7.51245e-05 |
| violent crime | -0.00958595 | 0.0034798 | -2.75474 | 0.0126047 | -0.0168692 | -0.00230265 |
| property crime | 0.00853299 | 0.00183753 | 4.64373 | 0.000177053 | 0.004687 | 0.012379 |
| AMAZON GO_count | -0.0628748 | 0.0696561 | -0.902647 | 0.378015 | -0.208667 | 0.082917 |
| MCDONALDS_count | -0.0669016 | 0.0405517 | -1.64978 | 0.115422 | -0.151777 | 0.0179741 |
| RESTAURANT_count | 0.0158981 | 0.00967383 | 1.64341 | 0.116744 | -0.00434947 | 0.0361456 |
| STARBUCKS_count | 0.00263876 | 0.00788217 | 0.334776 | 0.741461 | -0.0138588 | 0.0191363 |
| AMAZON GO_mean | 0.00126514 | 0.00108955 | 1.16116 | 0.259959 | -0.00101531 | 0.00354559 |
| MCDONALDS_mean | 6.6787e-05 | 4.49393e-05 | 1.48616 | 0.153642 | -2.7272e-05 | 0.000160846 |
| RESTAURANT_mean | 0.000213506 | 0.000125388 | 1.70276 | 0.104916 | -4.8934e-05 | 0.000475947 |
| STARBUCKS_mean | 8.50315e-05 | 0.000192673 | 0.441325 | 0.663959 | -0.000318238 | 0.000488301 |
| 0 | 1 | 2 | 3 | |
|---|---|---|---|---|
| 0 | Model: | OLS | Adj. R-squared: | 0.901 |
| 1 | Dependent Variable: | sales | AIC: | 351.0000 |
| 2 | Date: | 2020-01-22 14:44 | BIC: | 370.0546 |
| 3 | No. Observations: | 32 | Log-Likelihood: | -162.50 |
| 4 | Df Model: | 12 | F-statistic: | 24.43 |
| 5 | Df Residuals: | 19 | Prob (F-statistic): | 5.25e-09 |
| 6 | R-squared: | 0.939 | Scale: | 2539.4 |
| Coef. | Std.Err. | t | P>|t| | [0.025 | 0.975] | |
|---|---|---|---|---|---|---|
| intercept | 239.168 | 103.437 | 2.31222 | 0.0321366 | 22.6732 | 455.664 |
| population | -0.003704 | 0.00113283 | -3.2697 | 0.00403115 | -0.00607504 | -0.00133297 |
| density | 0.0243934 | 0.00452769 | 5.38759 | 3.36991e-05 | 0.0149168 | 0.0338699 |
| violent crime | -7.45866 | 1.75883 | -4.24069 | 0.000442304 | -11.1399 | -3.77738 |
| property crime | 3.73979 | 0.928762 | 4.02664 | 0.000720957 | 1.79587 | 5.68371 |
| AMAZON GO_count | -1.56693 | 35.207 | -0.0445062 | 0.964965 | -75.2561 | 72.1222 |
| MCDONALDS_count | -16.3453 | 20.4965 | -0.79747 | 0.435032 | -59.245 | 26.5543 |
| RESTAURANT_count | 5.60319 | 4.88955 | 1.14595 | 0.266043 | -4.63075 | 15.8371 |
| STARBUCKS_count | 4.2008 | 3.98397 | 1.05442 | 0.304913 | -4.13775 | 12.5393 |
| AMAZON GO_mean | -0.189638 | 0.550702 | -0.344357 | 0.73436 | -1.34227 | 0.962994 |
| MCDONALDS_mean | 0.014613 | 0.0227141 | 0.643345 | 0.527689 | -0.0329282 | 0.0621543 |
| RESTAURANT_mean | 0.0353306 | 0.0633763 | 0.557474 | 0.583712 | -0.0973175 | 0.167979 |
| STARBUCKS_mean | 0.0685592 | 0.0973848 | 0.704003 | 0.48997 | -0.13527 | 0.272388 |
| 0 | 1 | 2 | 3 | |
|---|---|---|---|---|
| 0 | Model: | OLS | Adj. R-squared: | 0.589 |
| 1 | Dependent Variable: | roi | AIC: | 68.0215 |
| 2 | Date: | 2020-01-22 14:44 | BIC: | 87.0760 |
| 3 | No. Observations: | 32 | Log-Likelihood: | -21.011 |
| 4 | Df Model: | 12 | F-statistic: | 4.709 |
| 5 | Df Residuals: | 19 | Prob (F-statistic): | 0.00138 |
| 6 | R-squared: | 0.748 | Scale: | 0.36663 |
| Coef. | Std.Err. | t | P>|t| | [0.025 | 0.975] | |
|---|---|---|---|---|---|---|
| intercept | 5.52752 | 1.24286 | 4.4474 | 0.000276289 | 2.92617 | 8.12886 |
| population | 9.02821e-06 | 1.36117e-05 | 0.663267 | 0.515127 | -1.94615e-05 | 3.75179e-05 |
| density | -0.000119076 | 5.44034e-05 | -2.18877 | 0.0413051 | -0.000232944 | -5.2088e-06 |
| violent crime | 0.0944626 | 0.0211336 | 4.46978 | 0.000262596 | 0.0502294 | 0.138696 |
| property crime | -0.032848 | 0.0111597 | -2.94344 | 0.00834171 | -0.0562056 | -0.00949042 |
| AMAZON GO_count | -0.467867 | 0.423038 | -1.10597 | 0.282547 | -1.3533 | 0.417561 |
| MCDONALDS_count | -0.154111 | 0.24628 | -0.625754 | 0.538921 | -0.66958 | 0.361359 |
| RESTAURANT_count | -0.052718 | 0.0587514 | -0.897305 | 0.380786 | -0.175686 | 0.0702501 |
| STARBUCKS_count | -0.0363623 | 0.0478703 | -0.759601 | 0.456815 | -0.136556 | 0.0638313 |
| AMAZON GO_mean | 0.0105526 | 0.00661708 | 1.59475 | 0.127267 | -0.00329709 | 0.0244023 |
| MCDONALDS_mean | 2.6606e-05 | 0.000272927 | 0.097484 | 0.923363 | -0.000544636 | 0.000597848 |
| RESTAURANT_mean | 0.000957847 | 0.000761512 | 1.25782 | 0.223695 | -0.000636015 | 0.00255171 |
| STARBUCKS_mean | -0.00128971 | 0.00117015 | -1.10218 | 0.284151 | -0.00373886 | 0.00115944 |